Amitav Krishna

Amitav Krishna

Researcher · Software Engineer · Student

High school researcher working at the intersection of quantum computing and machine learning. Currently focused on neural approaches to quantum state reconstruction and denoising.

Research

My work focuses on quantum state reconstruction using neural networks. The central challenge is recovering clean quantum states from noisy tomographic measurements — essential for near-term quantum computing where full Quantum Error Correction remains impractical.

Current Projects

Frobenius Normalization Enables Stable Training for Quantum State Denoising
Under review at IEEE QCCL 2026

A data preprocessing method that enables neural networks to scale from 5-qubit to 8-qubit quantum systems by addressing gradient suppression caused by decoherence-induced scale mismatches.

Research Interests

About

I am a Grade 10 student in Simcoe, Ontario, and a researcher at The Knowledge Society (TKS). I also work as a software engineer at 8090.inc.

My technical work is primarily in Python, using PyTorch for ML research and Emacs for everything else. I run Fedora with Sway as my daily driver.

Education & Affiliations

Blog

Personal Writing: I also maintain a blog where I write about philosophy, technology, and capturing thoughts before they fade. Read the blog →

The blog, called Boundless Blue, serves as a public journal. The name is a calque of my name: "amitābha" (infinite light/life) and "krishna" (dark/blue) combining into something like "infinite blue" or "boundless blue."

Contact

For research collaborations, speaking opportunities, or questions about my work, please reach out via my research email.